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Updated: Sep 15, 2026
Q & A: 103 Questions and Answers
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| Section | Weight | Objectives |
|---|---|---|
| Data Governance and MLOps | 15% | - Governance and Operations
|
| Data Preparation and Feature Engineering | 20% | - Feature Engineering Techniques
|
| Data Engineering Pipeline Optimization | 25% | - Pipeline Design and Performance
|
| Deployment and Operationalization | 15% | - Model Deployment
|
| Machine Learning Model Optimization | 25% | - Model Tuning and Evaluation
|
Which of the following are components of the Apache Spark Streaming architecture? (Select all that apply)
Correct Answer: A,D,E 🗳️
A manufacturing organization intents to minimize production costs by analyzing real-time data after implementing IoT tools.
Which business driver would be affected if the organization follows this strategy?
Correct Answer: A 🗳️
An organization plans to establish a data governance process for a data lake.
What is the correct sequence of steps required to implement the process?
Correct Answer: D 🗳️
Which of the following are data ingestion tools commonly used in the Hadoop ecosystem? (Select all that apply)
Correct Answer: A,D,E 🗳️
Which skill is crucial for a data engineer to effectively manage and optimize large-scale data processing systems?
Correct Answer: B 🗳️
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